Fair and Balanced? Thoughts on Bias in Probabilistic Modeling

In recent months and years, the Machine Learning community has conducting a notable amount of soul searching on the question of algorithmic bias: are our algorithms operating in ways that are fundamental unfair towards specific groups within society?